Profil de données sur un zoom géographique

Dataset statistics

Number of variables	12
Number of observations	18970
Missing cells	409
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.9 MiB
Average record size in memory	104.0 B

Variable types

Numeric	12

Alerts

`HauteurNeige` has 399 (2.1%) missing values	Missing
`Precipitations` is highly skewed (γ1 = 20.30611456)	Skewed
`Precipitations` has 15115 (79.7%) zeros	Zeros
`HauteurNeige` has 18438 (97.2%) zeros	Zeros
`y` has 2045 (10.8%) zeros	Zeros

Reproduction

Analysis started	2025-11-26 16:49:57.814692
Analysis finished	2025-11-26 16:50:11.087737
Duration	13.27 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

longitude_scaled
Real number (ℝ)

Distinct	425
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.99882673

Minimum	0.9988001
Maximum	0.9988499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	0.9988001
5-th percentile	0.9988024
Q1	0.99881417
median	0.99882686
Q3	0.99884015
95-th percentile	0.9988478
Maximum	0.9988499
Range	4.98 × 10^-5
Interquartile range (IQR)	2.598 × 10^-5

Descriptive statistics

Standard deviation	1.465133 × 10^-5
Coefficient of variation (CV)	1.466854 × 10^-5
Kurtosis	-1.1847388
Mean	0.99882673
Median Absolute Deviation (MAD)	1.304 × 10^-5
Skewness	-0.13516455
Sum	18947.743
Variance	2.1466147 × 10^-10
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.99884593	88	0.5%
0.99884754	86	0.5%
0.99884427	85	0.4%
0.9988189	83	0.4%
0.99884653	83	0.4%
0.9988444	82	0.4%
0.9988451	82	0.4%
0.99884605	80	0.4%
0.9988473	79	0.4%
0.9988463	79	0.4%
Other values (415)	18143	95.6%

Value	Count	Frequency (%)
0.9988001	47	0.2%
0.9988002	32	0.2%
0.99880034	32	0.2%
0.99880046	43	0.2%
0.9988006	43	0.2%
0.9988007	38	0.2%
0.9988008	41	0.2%
0.99880093	46	0.2%
0.99880105	49	0.3%
0.9988012	55	0.3%

Value	Count	Frequency (%)
0.9988499	52	0.3%
0.9988498	35	0.2%
0.9988497	43	0.2%
0.9988496	33	0.2%
0.99884945	35	0.2%
0.99884933	40	0.2%
0.9988492	38	0.2%
0.9988491	46	0.2%
0.998849	55	0.3%
0.99884886	53	0.3%

latitude_scaled
Real number (ℝ)

Distinct	1286
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.99629736

Minimum	0.99625
Maximum	0.99635
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	0.99625
5-th percentile	0.99625754
Q1	0.9962771
median	0.996296
Q3	0.99632007
95-th percentile	0.99634163
Maximum	0.99635
Range	0.0001
Interquartile range (IQR)	4.297 × 10^-5

Descriptive statistics

Standard deviation	2.5999911 × 10^-5
Coefficient of variation (CV)	2.6096537 × 10^-5
Kurtosis	-1.0374956
Mean	0.99629736
Median Absolute Deviation (MAD)	2.127 × 10^-5
Skewness	0.15694193
Sum	18899.761
Variance	6.7599538 × 10^-10
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9962861	44	0.2%
0.99628633	43	0.2%
0.99628603	42	0.2%
0.99628615	41	0.2%
0.9962863	39	0.2%
0.99628735	38	0.2%
0.99628526	37	0.2%
0.9962859	37	0.2%
0.9962849	37	0.2%
0.99628305	37	0.2%
Other values (1276)	18575	97.9%

Value	Count	Frequency (%)
0.99625	8	< 0.1%
0.9962501	12	0.1%
0.99625015	11	0.1%
0.9962502	12	0.1%
0.99625033	6	< 0.1%
0.9962504	9	< 0.1%
0.99625045	8	< 0.1%
0.9962505	4	< 0.1%
0.9962506	9	< 0.1%
0.9962507	6	< 0.1%

Value	Count	Frequency (%)
0.99635	17	0.1%
0.9963499	15	0.1%
0.9963498	9	< 0.1%
0.99634975	19	0.1%
0.99634963	12	0.1%
0.9963496	16	0.1%
0.9963495	16	0.1%
0.9963494	14	0.1%
0.99634933	14	0.1%
0.9963493	7	< 0.1%

total_count
Real number (ℝ)

Distinct	611
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3693238

Minimum	1
Maximum	62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	6
95-th percentile	12.935714
Maximum	62
Range	61
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.4912672
Coefficient of variation (CV)	1.027909
Kurtosis	12.707364
Mean	4.3693238
Median Absolute Deviation (MAD)	2
Skewness	2.7309156
Sum	82886.073
Variance	20.171481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5394	28.4%
2	2351	12.4%
3	1689	8.9%
4	1290	6.8%
5	935	4.9%
6	840	4.4%
7	674	3.6%
8	501	2.6%
9	450	2.4%
10	355	1.9%
Other values (601)	4491	23.7%

Value	Count	Frequency (%)
1	5394	28.4%
1.066666667	1	< 0.1%
1.090909091	1	< 0.1%
1.1	1	< 0.1%
1.111111111	3	< 0.1%
1.117647059	1	< 0.1%
1.125	3	< 0.1%
1.142857143	7	< 0.1%
1.166666667	5	< 0.1%
1.176470588	1	< 0.1%

Value	Count	Frequency (%)
62	1	< 0.1%
59	1	< 0.1%
57	1	< 0.1%
45.33333333	1	< 0.1%
45	1	< 0.1%
44	2	< 0.1%
43	1	< 0.1%
40.5	1	< 0.1%
40	1	< 0.1%
39	1	< 0.1%

Precipitations
Real number (ℝ)

Skewed Zeros

Distinct	405
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13035206

Minimum	0
Maximum	23.6
Zeros	15115
Zeros (%)	79.7%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.6
Maximum	23.6
Range	23.6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.73858174
Coefficient of variation (CV)	5.6660533
Kurtosis	571.97118
Mean	0.13035206
Median Absolute Deviation (MAD)	0
Skewness	20.306115
Sum	2472.7787
Variance	0.54550299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15115	79.7%
0.2	782	4.1%
0.4	358	1.9%
0.1	272	1.4%
0.6	238	1.3%
0.06666666667	139	0.7%
0.8	108	0.6%
1	101	0.5%
1.2	98	0.5%
0.3	91	0.5%
Other values (395)	1668	8.8%

Value	Count	Frequency (%)
0	15115	79.7%
0.00625	1	< 0.1%
0.008	1	< 0.1%
0.009090909091	1	< 0.1%
0.01	1	< 0.1%
0.01052631579	1	< 0.1%
0.01111111111	2	< 0.1%
0.01176470588	3	< 0.1%
0.01224489796	1	< 0.1%
0.01333333333	4	< 0.1%

Value	Count	Frequency (%)
23.6	10	0.1%
11.8	7	< 0.1%
7.866666667	3	< 0.1%
7.5	11	0.1%
6.1	6	< 0.1%
5.9	1	< 0.1%
5.5	11	0.1%
4.9	15	0.1%
4.72	1	< 0.1%
4.6	7	< 0.1%

HauteurNeige
Real number (ℝ)

Missing Zeros

Distinct	31
Distinct (%)	0.2%
Missing	399
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.0035615471

Minimum	0
Maximum	1
Zeros	18438
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.053378869
Coefficient of variation (CV)	14.987551
Kurtosis	306.3753
Mean	0.0035615471
Median Absolute Deviation (MAD)	0
Skewness	17.136525
Sum	66.141492
Variance	0.0028493037
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	18438	97.2%
1	46	0.2%
0.5	17	0.1%
0.3333333333	15	0.1%
0.25	8	< 0.1%
0.1666666667	6	< 0.1%
0.2	5	< 0.1%
0.0625	3	< 0.1%
0.07692307692	3	< 0.1%
0.04545454545	3	< 0.1%
Other values (21)	27	0.1%
(Missing)	399	2.1%

Value	Count	Frequency (%)
0	18438	97.2%
0.01020408163	1	< 0.1%
0.01470588235	1	< 0.1%
0.01639344262	1	< 0.1%
0.01851851852	1	< 0.1%
0.02702702703	1	< 0.1%
0.02777777778	1	< 0.1%
0.0303030303	1	< 0.1%
0.03225806452	2	< 0.1%
0.03571428571	2	< 0.1%

Value	Count	Frequency (%)
1	46	0.2%
0.5	17	0.1%
0.4	1	< 0.1%
0.3333333333	15	0.1%
0.25	8	< 0.1%
0.2	5	< 0.1%
0.1818181818	1	< 0.1%
0.1666666667	6	< 0.1%
0.1428571429	2	< 0.1%
0.125	3	< 0.1%

Temperature
Real number (ℝ)

Distinct	2235
Distinct (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.062733

Minimum	-3.6
Maximum	35.3
Zeros	1
Zeros (%)	< 0.1%
Negative	228
Negative (%)	1.2%
Memory size	296.4 KiB

Quantile statistics

Minimum	-3.6
5-th percentile	5.1
Q1	10.65
median	14.5
Q3	19.45
95-th percentile	26.2
Maximum	35.3
Range	38.9
Interquartile range (IQR)	8.8

Descriptive statistics

Standard deviation	6.4626276
Coefficient of variation (CV)	0.42904748
Kurtosis	-0.05328543
Mean	15.062733
Median Absolute Deviation (MAD)	4.3916667
Skewness	0.16608258
Sum	285740.04
Variance	41.765556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.9	168	0.9%
11	156	0.8%
10.9	152	0.8%
10.8	152	0.8%
10	147	0.8%
11.5	147	0.8%
12.6	144	0.8%
12.7	133	0.7%
10.5	133	0.7%
11.6	130	0.7%
Other values (2225)	17508	92.3%

Value	Count	Frequency (%)
-3.6	2	< 0.1%
-2.8	7	< 0.1%
-2.3	8	< 0.1%
-1.9	4	< 0.1%
-1.8	5	< 0.1%
-1.7	11	0.1%
-1.6	21	0.1%
-1.4	18	0.1%
-1.3	9	< 0.1%
-1.2	32	0.2%

Value	Count	Frequency (%)
35.3	2	< 0.1%
35.1	6	< 0.1%
34.5	2	< 0.1%
34.2	7	< 0.1%
34	4	< 0.1%
33.75	1	< 0.1%
33.6	10	0.1%
33.5	8	< 0.1%
33.4	3	< 0.1%
33.2	4	< 0.1%

ForceVent
Real number (ℝ)

Distinct	1023
Distinct (%)	5.4%
Missing	10
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.3734611

Minimum	0
Maximum	10.5
Zeros	25
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.45
Q1	2.4
median	3.2775
Q3	4.1
95-th percentile	5.8
Maximum	10.5
Range	10.5
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	1.3428919
Coefficient of variation (CV)	0.39807541
Kurtosis	1.6604797
Mean	3.3734611
Median Absolute Deviation (MAD)	0.8225
Skewness	0.84793272
Sum	63960.822
Variance	1.8033587
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.5	590	3.1%
2.9	530	2.8%
2.2	465	2.5%
3.4	450	2.4%
3.6	444	2.3%
2.6	440	2.3%
3.1	436	2.3%
2.7	424	2.2%
3.2	421	2.2%
2.1	413	2.2%
Other values (1013)	14347	75.6%

Value	Count	Frequency (%)
0	25	0.1%
0.6	17	0.1%
0.7	34	0.2%
0.8	86	0.5%
0.85	1	< 0.1%
0.9	57	0.3%
0.95	2	< 0.1%
1	118	0.6%
1.033333333	1	< 0.1%
1.05	2	< 0.1%

Value	Count	Frequency (%)
10.5	5	< 0.1%
9.5	2	< 0.1%
9.4	25	0.1%
9.3	2	< 0.1%
9.1	8	< 0.1%
9	4	< 0.1%
8.9	15	0.1%
8.8	20	0.1%
8.7	4	< 0.1%
8.6	4	< 0.1%

day_of_week
Real number (ℝ)

Distinct	273
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5707978

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3.6666667
Q3	5
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.531435
Coefficient of variation (CV)	0.42887755
Kurtosis	-0.98485052
Mean	3.5707978
Median Absolute Deviation (MAD)	1.3333333
Skewness	-0.048637674
Sum	67738.034
Variance	2.3452932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	2973	15.7%
3	2720	14.3%
5	2676	14.1%
2	2626	13.8%
6	2411	12.7%
1	2071	10.9%
3.5	565	3.0%
4.5	360	1.9%
2.5	313	1.6%
5.5	171	0.9%
Other values (263)	2084	11.0%

Value	Count	Frequency (%)
1	2071	10.9%
1.25	1	< 0.1%
1.333333333	14	0.1%
1.5	133	0.7%
1.6	3	< 0.1%
1.666666667	25	0.1%
1.714285714	1	< 0.1%
1.75	11	0.1%
1.8	4	< 0.1%
1.833333333	1	< 0.1%

Value	Count	Frequency (%)
6	2411	12.7%
5.75	3	< 0.1%
5.666666667	26	0.1%
5.6	5	< 0.1%
5.5	171	0.9%
5.4	1	< 0.1%
5.333333333	32	0.2%
5.25	3	< 0.1%
5.2	4	< 0.1%
5	2676	14.1%

month_of_year
Real number (ℝ)

Distinct	426
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3720521

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	6.5
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.1441314
Coefficient of variation (CV)	0.49342525
Kurtosis	-0.91134401
Mean	6.3720521
Median Absolute Deviation (MAD)	2.5
Skewness	-0.0014900232
Sum	120877.83
Variance	9.8855621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	1609	8.5%
8	1518	8.0%
6	1496	7.9%
5	1434	7.6%
1	1396	7.4%
2	1320	7.0%
9	1251	6.6%
4	1151	6.1%
12	1138	6.0%
3	1107	5.8%
Other values (416)	5550	29.3%

Value	Count	Frequency (%)
1	1396	7.4%
1.333333333	6	< 0.1%
1.5	53	0.3%
1.666666667	10	0.1%
1.75	2	< 0.1%
1.8	2	< 0.1%
1.941176471	1	< 0.1%
2	1320	7.0%
2.090909091	1	< 0.1%
2.111111111	1	< 0.1%

Value	Count	Frequency (%)
12	1138	6.0%
11.66666667	7	< 0.1%
11.6	1	< 0.1%
11.5	48	0.3%
11.33333333	8	< 0.1%
11.25	2	< 0.1%
11.22222222	1	< 0.1%
11.2	1	< 0.1%
11.16666667	1	< 0.1%
11.14285714	1	< 0.1%

hour
Real number (ℝ)

Distinct	373
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.197486

Minimum	6
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	6
5-th percentile	8
Q1	10
median	12
Q3	14
95-th percentile	17
Maximum	19
Range	13
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.7562746
Coefficient of variation (CV)	0.22597071
Kurtosis	-0.83183932
Mean	12.197486
Median Absolute Deviation (MAD)	2
Skewness	0.15267164
Sum	231386.31
Variance	7.5970499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	1874	9.9%
11	1778	9.4%
9	1723	9.1%
14	1607	8.5%
12	1479	7.8%
13	1427	7.5%
15	1420	7.5%
8	1213	6.4%
16	1061	5.6%
17	1006	5.3%
Other values (363)	4382	23.1%

Value	Count	Frequency (%)
6	1	< 0.1%
7	460	2.4%
7.5	19	0.1%
7.666666667	1	< 0.1%
8	1213	6.4%
8.2	1	< 0.1%
8.333333333	8	< 0.1%
8.5	81	0.4%
8.6	1	< 0.1%
8.666666667	13	0.1%

Value	Count	Frequency (%)
19	2	< 0.1%
18	397	2.1%
17.5	13	0.1%
17.33333333	3	< 0.1%
17.25	1	< 0.1%
17	1006	5.3%
16.66666667	2	< 0.1%
16.5	66	0.3%
16.33333333	11	0.1%
16	1061	5.6%

y
Real number (ℝ)

Zeros

Distinct	2154
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.63496352

Minimum	0
Maximum	1
Zeros	2045
Zeros (%)	10.8%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.34166667
median	0.6666667
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.65833333

Descriptive statistics

Standard deviation	0.3529922
Coefficient of variation (CV)	0.55592516
Kurtosis	-1.1698415
Mean	0.63496352
Median Absolute Deviation (MAD)	0.3333333
Skewness	-0.43360237
Sum	12045.258
Variance	0.12460349
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	6956	36.7%
0	2045	10.8%
0.5	1455	7.7%
0.6666667	563	3.0%
0.75	541	2.9%
0.33333334	535	2.8%
0.25	356	1.9%
0.4	231	1.2%
0.8	208	1.1%
0.6	187	1.0%
Other values (2144)	5893	31.1%

Value	Count	Frequency (%)
0	2045	10.8%
0.015625	1	< 0.1%
0.029411765	1	< 0.1%
0.03125	1	< 0.1%
0.04761905	2	< 0.1%
0.05	1	< 0.1%
0.055555555	2	< 0.1%
0.055555556	4	< 0.1%
0.05882353	1	< 0.1%
0.0625	4	< 0.1%

Value	Count	Frequency (%)
1	6956	36.7%
0.9861111167	1	< 0.1%
0.9814814833	1	< 0.1%
0.9814814778	1	< 0.1%
0.9807692308	1	< 0.1%
0.9791666667	1	< 0.1%
0.97777778	1	< 0.1%
0.97619048	1	< 0.1%
0.9761904714	1	< 0.1%
0.975	2	< 0.1%

size
Real number (ℝ)

Distinct	62
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.966737

Minimum	1
Maximum	210
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	296.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	5
Maximum	210
Range	209
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.7389513
Coefficient of variation (CV)	1.9010937
Kurtosis	620.62415
Mean	1.966737
Median Absolute Deviation (MAD)	0
Skewness	17.096882
Sum	37309
Variance	13.979757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13387	70.6%
2	2806	14.8%
3	1066	5.6%
4	509	2.7%
5	313	1.6%
6	181	1.0%
7	141	0.7%
8	86	0.5%
9	79	0.4%
11	53	0.3%
Other values (52)	349	1.8%

Value	Count	Frequency (%)
1	13387	70.6%
2	2806	14.8%
3	1066	5.6%
4	509	2.7%
5	313	1.6%
6	181	1.0%
7	141	0.7%
8	86	0.5%
9	79	0.4%
10	43	0.2%

Value	Count	Frequency (%)
210	1	< 0.1%
101	1	< 0.1%
77	1	< 0.1%
76	1	< 0.1%
75	1	< 0.1%
69	1	< 0.1%
68	1	< 0.1%
66	1	< 0.1%
65	1	< 0.1%
62	1	< 0.1%

	ForceVent	HauteurNeige	Precipitations	Temperature	day_of_week	hour	latitude_scaled	longitude_scaled	month_of_year	size	total_count	y
ForceVent	1.000	0.030	0.126	-0.163	-0.024	0.141	-0.012	-0.018	0.069	0.046	0.013	-0.035
HauteurNeige	0.030	1.000	0.018	-0.080	-0.011	-0.007	-0.028	0.017	0.015	0.081	0.025	-0.016
Precipitations	0.126	0.018	1.000	-0.122	0.014	0.058	-0.037	0.007	0.064	0.276	0.043	-0.039
Temperature	-0.163	-0.080	-0.122	1.000	0.002	0.059	0.033	0.002	-0.339	0.020	-0.004	0.047
day_of_week	-0.024	-0.011	0.014	0.002	1.000	-0.005	-0.019	0.018	0.042	-0.002	0.001	-0.006
hour	0.141	-0.007	0.058	0.059	-0.005	1.000	-0.033	0.031	0.020	0.039	-0.019	-0.003
latitude_scaled	-0.012	-0.028	-0.037	0.033	-0.019	-0.033	1.000	-0.215	-0.054	-0.108	-0.156	0.075
longitude_scaled	-0.018	0.017	0.007	0.002	0.018	0.031	-0.215	1.000	0.003	0.047	-0.048	0.039
month_of_year	0.069	0.015	0.064	-0.339	0.042	0.020	-0.054	0.003	1.000	0.023	0.023	-0.089
size	0.046	0.081	0.276	0.020	-0.002	0.039	-0.108	0.047	0.023	1.000	0.148	-0.084
total_count	0.013	0.025	0.043	-0.004	0.001	-0.019	-0.156	-0.048	0.023	0.148	1.000	-0.393
y	-0.035	-0.016	-0.039	0.047	-0.006	-0.003	0.075	0.039	-0.089	-0.084	-0.393	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	longitude_scaled	latitude_scaled	total_count	HauteurNeige	Temperature	ForceVent	day_of_week	month_of_year	hour	size
1129060	0.998836	0.996267	4.0	0.0	19.40	2.20	4.0	1.0	8.0	1
1126675	0.998835	0.996294	3.0	0.0	17.40	3.60	3.0	3.0	9.0	1
1126620	0.998835	0.996268	1.0	0.0	16.70	4.50	1.0	10.0	11.0	1
1127639	0.998836	0.996297	1.0	0.0	11.70	0.80	5.0	10.0	8.0	1
1127616	0.998836	0.996272	1.0	0.0	16.50	2.50	5.0	1.0	7.0	1
1127615	0.998836	0.996272	1.0	0.0	12.05	2.50	1.0	4.5	11.5	2
1127614	0.998836	0.996272	1.0	NaN	10.50	4.50	2.0	9.0	13.0	1
1127631	0.998836	0.996289	2.0	0.0	8.50	2.75	3.0	6.5	14.5	2
1127650	0.998836	0.996302	2.0	0.0	13.50	5.90	2.0	5.0	17.0	1
1127647	0.998836	0.996302	2.0	0.0	12.10	4.30	2.0	5.0	16.0	1

	longitude_scaled	latitude_scaled	total_count	Precipitations	Temperature	ForceVent	day_of_week	month_of_year	hour	y	size
1171485	0.99885	0.996341	3.0	0.0	17.100000	2.400000	5.000000	10.000000	9.0	1.0	1
1171483	0.99885	0.996340	1.0	0.0	16.100000	3.500000	3.000000	4.000000	10.0	1.0	1
1171482	0.99885	0.996340	2.0	5.5	18.900000	2.300000	5.000000	1.000000	8.0	1.0	1
1171481	0.99885	0.996340	3.0	1.6	8.800000	2.600000	2.000000	10.000000	9.0	1.0	1
1171480	0.99885	0.996340	1.0	0.0	2.700000	3.300000	5.000000	7.000000	15.0	1.0	1
1171479	0.99885	0.996339	1.0	0.0	20.400000	2.500000	5.000000	2.000000	11.0	1.0	1
1171478	0.99885	0.996339	1.0	0.0	17.000000	3.100000	6.000000	2.000000	9.0	1.0	1
1171476	0.99885	0.996339	2.0	0.0	20.600000	4.700000	6.000000	1.000000	8.0	1.0	1
1171475	0.99885	0.996338	1.0	0.0	17.066667	2.733333	3.333333	3.666667	10.0	1.0	3
1171490	0.99885	0.996345	2.0	0.0	22.200000	3.500000	2.000000	2.000000	11.0	1.0	1

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample